Maxwell's equations in the vacuum with electric permittivity $\epsilon_0$ and magnetic permeability $\mu_0$ are given as:
$$\nabla \cdot \vec E = \frac{\rho}{ \epsilon_0}$$ $$\nabla \cdot \vec B = 0$$ $$\nabla \times \vec E = - \frac {\partial \vec B}{\partial t}$$ $$\nabla \times \vec B = \mu_0 \vec J + \epsilon_0 \mu_0 \frac {\partial \vec E}{\partial t}$$
In material media, $\epsilon$ and $\mu$ are larger or smaller than $\epsilon_0$ and $\mu_0$ and may depend on $\vec x$ and even on the direction of polarization.
All that seems okay to me at first glance. However, in nonlinear media, $\epsilon$ and $\mu$ depend on $\vec E$ and $\vec B$. So, for nonlinear media, Maxwell's equations are often written as:
$$\nabla \cdot \vec E = \frac{\rho}{ \epsilon (\vec E,\vec B)}$$ $$\nabla \cdot \vec B = 0$$ $$\nabla \times \vec E = - \frac {\partial \vec B}{\partial t}$$ $$\nabla \times \vec B = \mu (\vec E,\vec B) \vec J + \epsilon (\vec E,\vec B) \mu (\vec E,\vec B) \frac {\partial \vec E}{\partial t}$$
(As a further generalization, $\epsilon$ and $\mu$ are sometimes represented as tensors whose components are functions of $\vec E$ and $\vec B$, but that is not an important issue for the current question.)
My problem with the nonlinear material media version of Maxwell's equations is that it seems to assume instantaneous material response to changing $\vec E$ and $\vec B$, while it seems that any physically plausible material can only respond in finite time. It would be like saying that a spring's length is proportional to the force applied- which is true only when the applied force is changed very slowly. That is, I expect that any real material will have a dynamic response to changing $\vec E$ and $\vec B$.
If that's true, then it seems it should make better sense for the specification of $\epsilon$ and $\mu$ to be in the form of differential or integral equations including time. Of course that would complicate the math a lot, but from a physics perspective it would be more plausible. My question: Is there a form of Maxwell's equations in nonlinear media that takes the dynamic response of the medium into account? A follow-up question would be "Is there a Lorentz-covariant form of those equations?"